forecasting

Aeon provides forecasting algorithms for predicting future time series values.

Skills
Scientific
1

What it does and how to use it

A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/forecasting && curl -fsSL https://doutorai.pt/data/lib/skills__forecasting.md -o .claude/skills/forecasting/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Time Series Forecasting

Aeon provides forecasting algorithms for predicting future time series values.

## Naive and Baseline Methods

Simple forecasting strategies for comparison:

- `NaiveForecaster` - Multiple strategies: last value, mean, seasonal naive
  - Parameters: `strategy` ("last", "mean", "seasonal"), `sp` (seasonal period)
  - **Use when**: Establishing baselines or simple patterns

## Statistical Models

Classical time series forecasting methods:

### ARIMA
- `ARIMA` - AutoRegressive Integrated Moving Average
  - Parameters: `p` (AR order), `d` (differencing), `q` (MA order)
 

- 🔒 Full content on the Pro plan (€7.99/month) -

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